Knowledge_Graphs_for_RAG

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Knowledge_Graphs_for_RAG

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DeepLearning.ai course: Knowledge Graphs for RAG

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# Knowledge Graphs for RAG

## About

This repository contains

- [Course notes](#course-contents)
- [Assignments](#assignments)

## Course Info

- Course Instructor: Andreas Kollegger
- [Course URL](https://www.deeplearning.ai/short-courses/knowledge-graphs-rag/)

## Course Contents

|#|Lesson    |
|-|----------|
|0|[Introduction](./notes/Lesson_0.md)|
|1|[Knowledge Graph Fundamentals](./notes/Lesson_1.md)|
|2|[Querying Knowledge Graphs](./notes/Lesson_2.md)|
|3|[Preparing Text Data for RAG](./notes/Lesson_3.md)|
|4|[Constructing a Knowledge Graph from Text Documents](./notes/Lesson_4.md)|
|5|[Adding Relationships to the SEC Knowledge Graph](./notes/Lesson_5.md)|
|6|[Expanding the SEC Knowledge Graph](./notes/Lesson_6.md)|
|7|[Chatting with the SEC Knowledge Graph](./notes/Lesson_7.md)|

## Assignments

|Lesson #|Assignment|Description|
|-|----------|-----------|
|2|[Querying Knowledge Graphs with Cypher](./notes/Lesson_2.md#notebook)|Query Knowledge Graph on Movies|
|3|[Preparing Text Data for RAG](./notes/Lesson_3.md#notebook)|Transform movie tagline into vector embeddings using OpenAI and create vector search index for similarity search|
|4|[Constructing a Knowledge Graph from Text Documents](./notes/Lesson_4.md#notebook)|Construct a LangChain RAG workflow to chat with 10-K form of a publicly listed company|
|5|[Adding Relationships to the SEC Knowledge Graph](./notes/Lesson_5.md#notebook)|Add relationships to the knowledge graph created from 10-K form of the company used in previous lesson|
|6|[Expanding the SEC Knowledge Graph](./notes/Lesson_6.md#notebook)|Expand SEC knowledge graph by adding management firms' investment information from Form 13|
|7|[Chatting with the SEC Knowledge Graph](./notes/Lesson_7.md#notebook)|<ul><li>Explore updated SEC documents graph which includes address information.</li><li>Queries written over nodes and relationships as well as on distance proximity.</li><li>Creating Cypher queries with an LLM as well as teaching LLM to write Cypher using few-shot learning.</li><li>Integration with LangChain using `GraphCypherQAChain`</li></ul>|

## Certificate

- [Course completion certificate](https://github.com/kaushikacharya/kaushikacharya.github.io/blob/master/assets/certificates/DeepLearning_ai_Knowledge_Graphs_for_RAG.pdf)
- Issued on June 2024

## Related Courses

Please visit my [Github page](https://kaushikacharya.github.io/courses/) for more courses.

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